{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sweet_eval(tab):\n",
    "    tab = tab.pivot(columns='gene2', values='raw_edge_score').fillna(0)\n",
    "    val, vec = np.linalg.eigh(tab)\n",
    "    return(val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eigenvalues for all four methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SWEET\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# change this appropriately based on the downloaded networks\n",
    "sweet_networks = ['/home/ubuntu/bonobo_new_20240315/results/pseudobulk_perc02/sweet/networks/rtg1_Proline.txt',\n",
    " '/home/ubuntu/bonobo_new_20240315/results/pseudobulk_perc02/sweet/networks/stp2_MinimalGlucose.txt',\n",
    " '/home/ubuntu/bonobo_new_20240315/results/pseudobulk_perc02/sweet/networks/stp2_Proline.txt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sweet_ev = {}\n",
    "for net in sweet_networks:\n",
    "    df = pd.read_csv(net, sep='\\t', index_col=0)\n",
    "    sweet_ev[net.split('/')[-1][:-4]] = get_sweet_eval(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.1, 'Min Eigenval:\\n -454.14')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(6, 4))\n",
    "mymin = 0\n",
    "for net,data in sweet_ev.items():\n",
    "    ax.plot(sweet_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(sweet_ev[net][:100]))\n",
    "ax.set_xlabel('Sorted Eigenvalues')\n",
    "ax.set_ylabel('Eigenvalue')\n",
    "ax.legend()\n",
    "ax.set_title('First 100 Eigenvalues of SWEET Networks')\n",
    "ax.annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "#f.savefig('sweet_eigenvalues.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LIONESS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_lio_eval(df):\n",
    "    val, vec = np.linalg.eigh(df)\n",
    "    return(val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "lio_nets = ['~/bonobo_new_20240315/results/pseudobulk_perc02/lioness/lioness_rtg1_CStarve.h5',\n",
    "    '~/bonobo_new_20240315/results/pseudobulk_perc02/lioness/lioness_dal80_AmmoniumSulfate.h5',\n",
    "            '~/bonobo_new_20240315/results/pseudobulk_perc02/lioness/lioness_gcn4_Urea.h5'\n",
    "            ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "lio_ev = {}\n",
    "for net in lio_nets:\n",
    "    df = pd.read_hdf(net)\n",
    "    lio_ev[net.split('/')[-1][8:-3]] = get_lio_eval(df.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.1, 'Min Eigenval:\\n -3846.19')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(6, 4))\n",
    "mymin = 0\n",
    "for net,data in lio_ev.items():\n",
    "    ax.plot(lio_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(lio_ev[net][:100]))\n",
    "ax.set_xlabel('Sorted Eigenvalues')\n",
    "ax.set_ylabel('Eigenvalue')\n",
    "ax.legend()\n",
    "ax.set_title('First 100 Eigenvalues of LIONESS Networks')\n",
    "ax.annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "#f.savefig('lioness_eigenvalues.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SPCC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_spcc_eval(df, name):\n",
    "    df = df.pivot(index = 'gene1', columns='gene2', values=name).fillna(0)\n",
    "    val, vec = np.linalg.eigh(df)\n",
    "    return(val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "spcc_nets= ['~/bonobo_new_20240315/results/pseudobulk_perc02/networks/spcc/inferelator_spcc_rtg3.h5',\n",
    "            '~/bonobo_new_20240315/results/pseudobulk_perc02/networks/spcc/inferelator_spcc_dal80.h5']\n",
    "\n",
    "spcc_ev = {}\n",
    "spcc = pd.read_hdf(spcc_nets[0])\n",
    "spcc_ev['rtg3_AmmoniumSulfate'] = get_spcc_eval(spcc, 'rtg3_AmmoniumSulfate')\n",
    "spcc_ev['rtg3_YPDRapa'] = get_spcc_eval(spcc, 'rtg3_YPDRapa')\n",
    "spcc = pd.read_hdf(spcc_nets[1])\n",
    "spcc_ev['dal80_Proline'] = get_spcc_eval(spcc, 'dal80_Proline')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.1, 'Min Eigenval:\\n -62.72')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(6, 4))\n",
    "mymin = 0\n",
    "for net,data in spcc_ev.items():\n",
    "    ax.plot(spcc_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(spcc_ev[net][:100]))\n",
    "ax.set_xlabel('Sorted Eigenvalues')\n",
    "ax.set_ylabel('Eigenvalue')\n",
    "ax.legend()\n",
    "ax.set_title('First 100 Eigenvalues of SPCC Networks')\n",
    "ax.annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "#f.savefig('sweet_eigenvalues.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BONOBO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_bonobo_eval(df):\n",
    "    val, vec = np.linalg.eigh(df)\n",
    "    return(val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "bonobo_nets = ['~/bonobo_new_20240315/results/new_pseudobulk_perc02/bonobo/bonobo_dal82_YPDDiauxic.h5',\n",
    "               '~/bonobo_new_20240315/results/new_pseudobulk_perc02/bonobo/bonobo_gln3_MinimalGlucose.h5',\n",
    "               '~/bonobo_new_20240315/results/new_pseudobulk_perc02/bonobo/bonobo_rtg3_YPD.h5']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "bonobo_ev = {}\n",
    "for net in bonobo_nets:\n",
    "    df = pd.read_hdf(net)\n",
    "    bonobo_ev[net.split('/')[-1][8:-3]] = get_lio_eval(df.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.2, 0.1, 'Min Eigenval:\\n -0.0000009')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, figsize=(6, 4))\n",
    "mymin = 0\n",
    "for net,data in bonobo_ev.items():\n",
    "    ax.plot(bonobo_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(bonobo_ev[net][:100]))\n",
    "ax.set_xlabel('Sorted Eigenvalues')\n",
    "ax.set_ylabel('Eigenvalue')\n",
    "ax.set_ylim(ax.get_ylim()[0]-0.0001, ax.get_ylim()[1] + 0.0001)\n",
    "ax.set_title('First 100 Eigenvalues of BONOBO Networks')\n",
    "ax.annotate('Min Eigenval:\\n {:.7f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "#f.savefig('sweet_eigenvalues.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('notebook')\n",
    "f, ax = plt.subplots(2,2, figsize=(12, 8))\n",
    "\n",
    "# sweet\n",
    "mymin = 0\n",
    "for net,data in sweet_ev.items():\n",
    "    ax[0][0].plot(sweet_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(sweet_ev[net][:100]))\n",
    "ax[0][0].set_title('SWEET')\n",
    "ax[0][0].annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "# lioness\n",
    "mymin = 0\n",
    "for net,data in lio_ev.items():\n",
    "    ax[0][1].plot(lio_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(lio_ev[net][:100]))\n",
    "ax[0][1].set_title('LIONESS')\n",
    "ax[0][1].annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "#spcc\n",
    "\n",
    "mymin = 0\n",
    "for net,data in spcc_ev.items():\n",
    "    ax[1][0].plot(spcc_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(spcc_ev[net][:100]))\n",
    "ax[1][0].set_title('SPCC')\n",
    "ax[1][0].annotate('Min Eigenval:\\n {:.2f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "\n",
    "mymin = 0\n",
    "for net,data in bonobo_ev.items():\n",
    "    ax[1][1].plot(bonobo_ev[net][:100], label=net, alpha = .5, marker=\"o\")\n",
    "    mymin = min(mymin, min(bonobo_ev[net][:100]))\n",
    "ax[1][1].set_ylim(ax[1][1].get_ylim()[0]-0.0001, ax[1][1].get_ylim()[1] + 0.00001)\n",
    "ax[1][1].set_title('BONOBO')\n",
    "ax[1][1].annotate('Min Eigenval:\\n {:.7f}'.format(mymin), xy=(0.2, 0.1), xycoords='axes fraction', ha='center')\n",
    "\n",
    "\n",
    "for axis in ax.flatten():\n",
    "    axis.set_xlabel('Sorted Eigenvalues')\n",
    "    axis.set_ylabel('Eigenvalue')\n",
    "    axis.legend(loc = 'lower right')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "f.savefig('../results/all_eigenvalues_perc02.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-9.404965578463949e-07, -1.5224611384885003e-07)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  }
 ],
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